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Token Extrapolation on Pythia Predict 75.5B–307B

80.5Pooled R2Asymmetric Law
13.62830.98948.3565.711May 22, 2026

Evaluation results

MethodLinks
Asymmetric Law2026.0580.5
Shannon-Simpl (Ours, 6p)Number of fitted constants=6p2026.0576.8
Symmetric Law2026.0572.6
Shannon (Ours, 9p)Number of fitted constants=9p2026.0561.1
Law of Precision2026.0548.6
QiD Law2026.0544.1
Chinchilla2026.0519.7
OpenAI2026.0516.2